Bacteria Detection

Colony detection and classification under the microscope

A Mask R-CNN finds bacterial colonies on microscope images and labels each of the 8 classes with a confidence score.

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Algorithm

Stack
  • Python 3.8
  • Kedro
  • MLFlow
  • Pytorch
  • LabelMe
Dataset
  • 8 bacteria classes
  • Vector labeling
  • PNG/JPEG
  • No augmentation
Training
  • MaskRCNN
  • 90 epochs
  • GTX1080TI

Model

Pipeline scheme